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AI Agent

Autonomous SDR Agent

AI sales agent that discovers leads and automates outreach end-to-end.

PythonGPT-4LangChainFastAPIPostgreSQLPlaywright

Overview

The Autonomous SDR Agent is an end-to-end sales prospecting system that replaces manual lead research and email writing with an AI-driven pipeline. It identifies target companies, enriches contact data, crafts hyper-personalized outreach, and tracks engagement — running 24/7 without human input.

Problem

Sales teams spend 60–70% of their time on manual prospecting, research, and repetitive email writing. This bottleneck limits pipeline capacity and makes scaling outbound impossible without hiring more SDRs.

Solution

A multi-agent LLM system where specialized agents handle discrete stages of the pipeline: a Scraper Agent discovers and validates leads, an Enrichment Agent pulls company context and intent signals, a Personalization Agent crafts tailored emails using GPT-4, and an Orchestration Agent manages sequencing, follow-ups, and CRM updates.

Technical Architecture

1
Lead ScraperPlaywright + custom parsers discover qualified companies
2
Enrichment EngineAPIs + LLM extract intent signals and decision-maker data
3
Personalization LLMGPT-4 generates tailored multi-step email sequences
4
Sequence Orchestratorn8n + FastAPI manages send schedules and follow-up logic
5
CRM SyncPostgreSQL + webhooks keep all activity logged and synced

Tech Stack

PythonGPT-4LangChainFastAPIPostgreSQLPlaywright

Results

10x increase in outreach volume vs manual process

Average reply rate 3–5% above industry benchmark

Pipeline fully operational within 48h of onboarding

Zero SDR headcount required for initial outbound

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